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Novel machine learning algorithm in risk prediction model for pan-cancer risk: application in a large prospective cohort 泛癌症风险预测模型中的新型机器学习算法:在大型前瞻性队列中的应用
Pub Date : 2024-07-01 DOI: 10.1136/bmjonc-2023-000087
Xifeng Wu, Huakang Tu, Qingfeng Hu, Shan-Pou Tsai, David Ta-Wei Chu, C. Wen
To develop and validate machine-learning models that predict the risk of pan-cancer incidence using demographic, questionnaire and routine health check-up data in a large Asian population.This study is a prospective cohort study including 433 549 participants from the prospective MJ cohort including a male cohort (n=208 599) and a female cohort (n=224 950).During an 8-year median follow-up, 5143 cancers occurred in males and 4764 in females. Compared with Lasso-Cox and Random Survival Forests, XGBoost showed superior performance for both cohorts. The XGBoost model with all 155 features in males and 160 features in females achieved an area under the curve (AUC) of 0.877 and 0.750, respectively. Light models with 31 variables for males and 11 variables for females showed comparable performance: an AUC of 0.876 (95% CI 0.858 to 0.894) in the overall population and 0.818 (95% CI 0.795 to 0.841) in those aged ≥40 years in the male cohort and an AUC of 0.746 (95% CI 0.721 to 0.771) in the overall population and 0.641 (95% CI 0.605 to 0.677) in those aged ≥40 years in the female cohort. High-risk individuals have at least ninefold higher risk of pan-cancer incidence compared with low-risk groups.We developed and internally validated the first machine-learning models based on routine health check-up data to predict pan-cancer risk in the general population and achieved generally good discriminatory ability with a small set of predictors. External validation is warranted before the implementation of our risk model in clinical practice.
本研究是一项前瞻性队列研究,包括来自前瞻性MJ队列的433 549名参与者,其中包括男性队列(n=208 599)和女性队列(n=224 950)。在8年的中位随访期间,男性和女性分别有5143人和4764人罹患癌症。与 Lasso-Cox 和随机生存森林相比,XGBoost 在两个队列中都表现出更优越的性能。包含所有 155 个特征的 XGBoost 模型(男性)和包含 160 个特征的 XGBoost 模型(女性)的曲线下面积(AUC)分别为 0.877 和 0.750。包含男性 31 个变量和女性 11 个变量的轻模型显示出了相当的性能:在总体人群中,AUC 为 0.876(95% CI 0.858 至 0.894),在年龄≥18 岁的人群中,AUC 为 0.818(95% CI 0.795 至 0.841)。男性队列中年龄≥40 岁者的 AUC 为 0.746(95% CI 0.721 至 0.771),女性队列中年龄≥40 岁者的 AUC 为 0.641(95% CI 0.605 至 0.677)。与低风险人群相比,高风险人群的泛癌症发病风险至少高出九倍。我们开发了首个基于常规健康体检数据的机器学习模型,用于预测普通人群的泛癌症风险,并进行了内部验证,在使用少量预测因子的情况下取得了普遍良好的判别能力。在将我们的风险模型应用于临床实践之前,还需要进行外部验证。
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引用次数: 0
Assessing the rates of false-positive ovarian cancer screenings and surgical interventions associated with screening tools: a systematic review 评估与筛查工具相关的卵巢癌筛查和手术干预的假阳性率:系统综述
Pub Date : 2024-07-01 DOI: 10.1136/bmjonc-2024-000404
Sierra Silverwood, Grant Backer, Annie Galloway, Katrina Reid, Anna Jeter, Margo Harrison
Early detection of ovarian cancer can improve patient outcomes; however, screening tests can yield false-positive results, leading to unnecessary surgical interventions. This systematic review explores the prevalence of false-positive ovarian cancer screenings and subsequent unnecessary surgical interventions.Five databases were searched in March 2023 and again in March 2024, encompassing primary literature published between 2003 and 2024. Data collection focused on studies reporting the number of surgical interventions resulting from a false-positive screening result. Studies were categorized by patient risk (average vs high). Studies lacking screening or surgical intervention data, those in which the screening did not directly influence surgical decisions, or those not in English were excluded.Of the 12 papers included, the majority were cohort studies (75%) based in the USA (66%). The primary screening methods included Cancer antigen 125 and transvaginal ultrasound scanning. Patients were stratified by risk, with four studies focused on high-risk populations and eight in average-risk populations. The false-positive and surgical screening rates exhibited significant variability, regardless of risk (0.1%–23.3% and 0%–54.9%, respectively). Complications associated with unnecessary surgical interventions, such as perforation, blood loss and bowel injury, were only reported in four studies. No studies examined the effect these interventions had on patients’ quality of life or directly reported the associated costs of these interventions.This review highlights the significant variability in ovarian cancer screening results, which lead to unnecessary and invasive surgical procedures causing complications such as perforation, blood loss and bowel injury.
卵巢癌的早期检测可改善患者的预后;然而,筛查测试可能会产生假阳性结果,从而导致不必要的手术干预。本系统性综述探讨了卵巢癌筛查假阳性结果的发生率以及随后不必要的手术干预。数据收集的重点是报告因筛查结果呈假阳性而导致的手术干预次数的研究。研究按照患者风险(一般与高)进行分类。缺乏筛查或手术干预数据的研究、筛查并不直接影响手术决策的研究或非英语的研究均被排除在外。在纳入的 12 篇论文中,大多数是基于美国的队列研究(75%)(66%)。主要筛查方法包括癌抗原125和经阴道超声扫描。患者按风险分层,其中四项研究针对高风险人群,八项研究针对平均风险人群。无论风险高低,假阳性率和手术筛查率都存在显著差异(分别为 0.1%-23.3% 和 0%-54.9%)。只有四项研究报告了与不必要的手术干预相关的并发症,如穿孔、失血和肠道损伤。本综述强调了卵巢癌筛查结果的显著差异,这种差异导致不必要的侵入性外科手术,引起穿孔、失血和肠道损伤等并发症。
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引用次数: 0
Association between rheumatoid arthritis and risk of radiotherapy toxicity: a systematic review 类风湿性关节炎与放疗毒性风险之间的关系:系统综述
Pub Date : 2024-07-01 DOI: 10.1136/bmjonc-2024-000407
Nina Liebenberg, Alan McWilliam, Sarah L Kerns, Deborah C Marshall, C. West
There is sometimes concern over the use of radiotherapy for cancer in individuals with rheumatoid arthritis (RA), but there is little evidence to support its avoidance. Identifying any association between RA and risk of radiotherapy toxicity could impact current guidance. We aimed to review the evidence base. Following Preferred Reporting Items for Systematic Reviews and Meta-Analyses 2020 guidelines, a systematic review was conducted of Medline, Embase and PubMed databases on 25 November 2019 and updated 22 February 2024. Articles identified for inclusion were reviewed by two independent assessors. 155 articles were identified. With repeat articles excluded, 114 remained. 12 articles were included in qualitative analysis. Six studies held no comparison cohort; one compared patients with RA to patients without RA collagen vascular disease (CVD); five compared patients with RA to CVD or a matched pair. Studies showed patients with RA developed higher levels of toxicity; however, only two studies had statistically significant results. Nine of the 12 studies had medium-to-low quality evidence and displayed predisposition to numerous biases. Due to limited high-quality research, it is difficult to draw a clear conclusion on the relationship between RA and radiotherapy toxicity. Given the current lack of strong and high-quality evidence identified in this review, dose reduction of radiotherapy in patients with RA lacks sufficient evidence to be recommended. There is a need for further high-quality research involving prospective analyses of toxicity, up-to-date radiotherapy techniques, long follow-up and large cohorts. Also, analyses need to adjust for confounding factors, match for risk factors and incorporate RA activity status assessments.
有时,人们对类风湿性关节炎(RA)患者使用放疗治疗癌症表示担忧,但几乎没有证据支持避免使用放疗。确定类风湿性关节炎与放疗毒性风险之间的任何关联都会影响目前的指导意见。我们的目标是回顾证据基础。根据《2020 年系统综述和元分析首选报告项目》指南,我们于 2019 年 11 月 25 日对 Medline、Embase 和 PubMed 数据库进行了系统综述,并于 2024 年 2 月 22 日进行了更新。两名独立评审员对确定纳入的文章进行了审查。共确定了 155 篇文章。在排除重复文章后,剩下 114 篇文章。12 篇文章被纳入定性分析。六项研究未进行比较队列;一项研究将RA患者与无RA胶原血管病(CVD)的患者进行了比较;五项研究将RA患者与CVD患者或配对患者进行了比较。研究显示,RA 患者的毒性水平较高;但只有两项研究的结果具有统计学意义。12 项研究中有 9 项研究的证据质量为中低水平,并显示出多种偏倚倾向。由于高质量的研究有限,很难就 RA 与放疗毒性之间的关系得出明确的结论。鉴于本综述目前缺乏强有力的高质量证据,因此缺乏足够的证据来建议减少RA患者的放疗剂量。需要进一步开展高质量的研究,包括毒性的前瞻性分析、最新的放疗技术、长期随访和大型队列。此外,分析还需要调整混杂因素、匹配风险因素并纳入RA活动状态评估。
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引用次数: 0
Addressing the hidden toxicities of cancer: a call to action for clinicians, researchers and clinical trialists 应对癌症的隐性毒性:呼吁临床医生、研究人员和临床试验人员采取行动
Pub Date : 2024-06-01 DOI: 10.1136/bmjonc-2024-000429
Rick Bangs
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引用次数: 0
Association between neutrophil-to-eosinophil ratio and efficacy outcomes with avelumab plus axitinib or sunitinib in patients with advanced renal cell carcinoma: post hoc analyses from the JAVELIN Renal 101 trial 晚期肾细胞癌患者中性粒细胞与嗜酸性粒细胞比率与阿维列单抗加阿西替尼或舒尼替尼疗效之间的关系:JAVELIN肾101试验的事后分析
Pub Date : 2024-06-01 DOI: 10.1136/bmjonc-2023-000181
M. Tucker, Yu-Wei Chen, Martin H Voss, Bradley A McGregor, M. Bilen, Marc-Oliver Grimm, Paul Nathan, C. Kollmannsberger, Yoshihiko Tomita, Bo Huang, Robert Amezquita, M. Mariani, A. di Pietro, Brian Rini
We report post hoc analyses of efficacy with first-line avelumab plus axitinib or sunitinib according to baseline neutrophil-to-eosinophil ratio (NER) in patients with advanced renal cell carcinoma (aRCC) from the JAVELIN Renal 101 phase 3 trial.Progression-free survival (PFS), overall survival (OS) and objective response per baseline NER were analysed in the overall population and in patients with programmed death ligand 1 (PD-L1+) tumours. Multivariable Cox regression analyses to assess the effect of NER after adjustment for other baseline variables were conducted.In NER
我们报告了根据基线中性粒细胞与嗜酸性粒细胞比率(NER)对JAVELIN肾101 3期试验中晚期肾细胞癌(aRCC)患者一线阿维单抗联合阿西替尼或舒尼替尼疗效进行的事后分析。我们分析了总体人群和程序性死亡配体1(PD-L1+)肿瘤患者的无进展生存期(PFS)、总生存期(OS)和基线NER客观反应。在NER<中位数与≥中位数的阿维单抗加阿西替尼治疗组亚组中,PFS和OS的HR分别为0.81(95% CI 0.630~1.035)和0.67(95% CI 0.481~0.940),客观反应率(ORR)分别为63.9% vs 55.2%。PD-L1+亚组的PFS HR为0.72(95% CI 0.520至0.986)。比较舒尼替尼治疗组中的NER定义亚组,PFS和OS的HR分别为0.93(95% CI 0.728至1.181)和0.57(95% CI 0.424至0.779),ORR分别为32.8%和30.8%。在NER亚组中,PFS、OS和ORR分析结果显示,阿维单抗联合阿西替尼治疗优于舒尼替尼治疗。当NER被评估为二分变量(中位数截点)或连续变量时,评估治疗与NER之间关系的交互检验产生了相互矛盾的结果。假设生成分析表明,无论治疗与否,基线NER可能是延长OS的预后因素。NCT02684006.NCT02684006.NCT02684006.NCT02684006.NCT02684006.NCT02684006.NCT02684006.NCT02684006.NCT02684006.
{"title":"Association between neutrophil-to-eosinophil ratio and efficacy outcomes with avelumab plus axitinib or sunitinib in patients with advanced renal cell carcinoma: post hoc analyses from the JAVELIN Renal 101 trial","authors":"M. Tucker, Yu-Wei Chen, Martin H Voss, Bradley A McGregor, M. Bilen, Marc-Oliver Grimm, Paul Nathan, C. Kollmannsberger, Yoshihiko Tomita, Bo Huang, Robert Amezquita, M. Mariani, A. di Pietro, Brian Rini","doi":"10.1136/bmjonc-2023-000181","DOIUrl":"https://doi.org/10.1136/bmjonc-2023-000181","url":null,"abstract":"We report post hoc analyses of efficacy with first-line avelumab plus axitinib or sunitinib according to baseline neutrophil-to-eosinophil ratio (NER) in patients with advanced renal cell carcinoma (aRCC) from the JAVELIN Renal 101 phase 3 trial.Progression-free survival (PFS), overall survival (OS) and objective response per baseline NER were analysed in the overall population and in patients with programmed death ligand 1 (PD-L1+) tumours. Multivariable Cox regression analyses to assess the effect of NER after adjustment for other baseline variables were conducted.In NER <median versus ≥median subgroups of the avelumab plus axitinib arm, HRs for PFS and OS were 0.81 (95% CI 0.630 to 1.035) and 0.67 (95% CI 0.481 to 0.940), and objective response rates (ORRs) were 63.9% vs 55.2%, respectively. The HR for PFS in the PD-L1+ subgroup was 0.72 (95% CI 0.520 to 0.986). Comparing NER-defined subgroups in the sunitinib arm, HRs for PFS and OS were 0.93 (95% CI 0.728 to 1.181) and 0.57 (95% CI 0.424 to 0.779), and ORRs were 32.8% versus 30.8%, respectively. Within NER subgroups, analyses of PFS, OS and ORR favoured avelumab plus axitinib versus sunitinib treatment. Interaction tests that assessed the association between treatment and NER yielded conflicting results when NER was assessed as a dichotomised variable (median cut-off) or continuous variable.Hypothesis-generating analyses suggest that baseline NER may be prognostic for longer OS irrespective of treatment. Analyses of the association between NER level and treatment outcomes with avelumab plus axitinib versus sunitinib were inconclusive.NCT02684006.","PeriodicalId":505335,"journal":{"name":"BMJ Oncology","volume":"70 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141407062","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploring the value of routinely collected data on EQ-5D-5L and other electronic patient-reported outcome measures as prognostic factors in adults with advanced non-small cell lung cancer receiving immunotherapy 探索常规收集的 EQ-5D-5L 数据和其他电子患者报告结果指标作为接受免疫疗法的晚期非小细胞肺癌成人患者预后因素的价值
Pub Date : 2024-05-01 DOI: 10.1136/bmjonc-2023-000158
Kuan Liao, David C Wong, Fabio Gomes, Corinne Faivre-Finn, Laura Moliner, Matthew Sperrin, Janelle Yorke, Sabine van der Veer
Investigate whether routinely collected electronic patient-reported outcome measures (ePROMs) add prognostic value to clinical and tumour characteristics for adults with advanced non-small cell lung cancer (NSCLC) receiving immunotherapy.We retrospectively analysed data from adults with advanced NSCLC commencing immunotherapy between April 2019 and June 2022. Prognostic factors were ePROMs on quality of life (EuroQoL five-dimension five-level (EQ-5D-5L); EuroQoL Visual Analogue Scale (EQ-VAS)) and symptoms (patient-reported version of the Common Terminology Criteria for Adverse Events v5.0) completed at baseline and the first follow-up. We performed Cox proportional hazard regression for overall survival and time-to-progression as outcomes, and logistic regression for the onset of severe treatment toxicities (grade ≥3).We included 379 patients; 161 (42.5%) completed ePROMs at baseline. Median overall survival and time-to-progression were 13.5 months (95% CI 11.3 to 16.7) and 10.5 months (95% CI 8.8 to 13.7), respectively. 36 (9.5%) experienced severe treatment toxicities during follow-up. Patients with lower EQ-5D-5L utility scores (HR per 0.1 unit increase 0.84, 95% CI 0.74 to 0.95) and higher symptom burden (HR 1.11; 95% CI 1.04 to 1.19) had poorer overall survival. This was also true for those with decreased EQ-VAS and increased symptom burden between baseline and the first follow-up. Lastly, only decreased EQ-5D-5L utility scores between baseline and the first follow-up were associated with shorter time-to-progression.ePROMs may add prognostic value to clinical and tumour characteristics for overall survival in adults with advanced NSCLC receiving immunotherapy.
我们对2019年4月至2022年6月期间开始接受免疫疗法的晚期非小细胞肺癌(NSCLC)成人患者的数据进行了回顾性分析。预后因素是在基线和首次随访时完成的关于生活质量(EuroQoL五维五级(EQ-5D-5L);EuroQoL视觉模拟量表(EQ-VAS))和症状(患者报告版不良事件通用术语标准v5.0)的ePROM。我们对总生存期和病情进展时间进行了Cox比例危害回归,并对严重治疗毒性(≥3级)的发生进行了Logistic回归。我们纳入了379名患者,其中161人(42.5%)在基线时完成了ePROM。中位总生存期和进展时间分别为 13.5 个月(95% CI 11.3 至 16.7)和 10.5 个月(95% CI 8.8 至 13.7)。36例(9.5%)患者在随访期间出现严重的治疗毒性反应。EQ-5D-5L效用评分较低(每增加0.1个单位的HR为0.84,95% CI为0.74至0.95)和症状负担较重(HR为1.11;95% CI为1.04至1.19)的患者总生存率较低。从基线到首次随访期间,EQ-VAS下降和症状负担加重的患者也是如此。最后,只有基线至首次随访期间EQ-5D-5L效用评分降低的患者才与较短的病情进展时间相关。
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引用次数: 1
Patterns of cytotoxic T-cell densities in immunogenic endometrial cancers reveal a potential mechanism for differences in immunotherapy efficacy 免疫原性子宫内膜癌的细胞毒性 T 细胞密度模式揭示了免疫疗法疗效差异的潜在机制
Pub Date : 2024-05-01 DOI: 10.1136/bmjonc-2024-000320
Neil Ryan, M. Glaire, Thomas Walker, N. T. ter Haar, M. Ijsselsteijn, James Bolton, Noel de Miranda, Gareth Evans, David N Church, Tjalling Bosse, E. Crosbie
To explore the impact of molecular subtype in endometrial cancer (EC) on CD8+T cell densities. Furthermore, this work will test the assumption that all mismatch repair deficient (MMRd) tumours are immunologically similar which would enable current trial data to be generalised to all MMRd ECs.All tumours were characterised into the four clinical molecular subtypes. For analysis, theTP53mutant and no-specific molecular profile tumours were grouped together and described as the low mutational burden (LMB) cohort. CD8+T cell counts were taken from four regions of interest which sampled the tumour-stromal interface and the tumour core. CD8+T cell counts were analysed as mean averages.In total, 607 ECs contributed to the analysis. CD8+T cell counts in confirmed Lynch syndrome (LS) ECs were significantly higher thanMLH1-methylated ECs in all tumour locations excluding the tumour stroma. Confirmed LS and path_POLEECs had significantly higher CD8+T cell counts across all tumour locations when compared with LMB ECs. There were limited significant differences in CD8+T cell counts between path_POLEversus confirmed LS ECs. There was no significant difference in the CD8+T cells counts and gene (MLH1,MSH2,MSH6,PMS2) in which the LS pathogenic variant was found; however, this analysis was limited by small numbers.These data indicate that CD8+T cell numbers and distribution is not equal betweenMLH1-methylated and confirmed LS ECs. This is relevant when interpreting current trial data looking to the application of checkpoint inhibition treatments in MMRd cancers.
探索子宫内膜癌(EC)分子亚型对 CD8+T 细胞密度的影响。此外,这项工作还将检验所有错配修复缺陷(MMRd)肿瘤在免疫学上具有相似性这一假设,从而将目前的试验数据推广到所有 MMRd EC。为便于分析,将TP53突变和无特异性分子特征的肿瘤归为一组,称为低突变负荷(LMB)队列。CD8+T细胞计数取自肿瘤间质界面和肿瘤核心的四个感兴趣区。CD8+T细胞计数以平均值进行分析。在除肿瘤基质外的所有肿瘤位置,确诊林奇综合征(LS)EC的CD8+T细胞计数都明显高于MLH1甲基化EC。与LMB ECs相比,确诊的LS和path_POLEECs在所有肿瘤位置的CD8+T细胞计数都明显高于LMB ECs。path_POLE与确诊的LS ECs之间的CD8+T细胞数量差异有限。CD8+T细胞数量与发现LS致病变异基因(MLH1,MSH2,MSH6,PMS2)之间无明显差异;但这一分析因数量较少而受到限制。这些数据表明,CD8+T细胞的数量和分布在MLH1甲基化的EC和确诊的LS EC之间并不平等,这与解读目前在MMRd癌症中应用检查点抑制疗法的试验数据有关。
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引用次数: 0
Updating the NHS cancer waiting time standards 更新国家医疗服务体系癌症候诊时间标准
Pub Date : 2024-03-01 DOI: 10.1136/bmjonc-2024-000337
Peter W M Johnson
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引用次数: 0
Challenges faced by women oncologists in Africa: a mixed methods study 非洲女肿瘤学家面临的挑战:一项混合方法研究
Pub Date : 2024-03-01 DOI: 10.1136/bmjonc-2023-000125
M. Mutebi, N. Aryeetey, Haimanot Kasahun Alemu, L. Carson, Zainab Mohamed, Zainab Doleeb, Nwamaka N Lasebikan, N. Dharsee, S. Msadabwe, Doreen Ramogola-Masire, Sitna N Mwanzi, Khadija Warfa, Emmanuella Nwachukwu, E.S. Woldetsadik, Hirondina Vaz Borges Spencer, N. Chraiet, Matthew Jalink, R. Jagsi, D. Lombe, V. Vanderpuye, Nazik Hammad
Recent studies have identified challenges facing women oncologists in Western contexts. However, similar studies in Africa have yet to be conducted. This study sought to determine the most common and substantial challenges faced by women oncologists in Africa and identify potential solutions.A panel of 29 women oncologists from 20 African countries was recruited through professional and personal networks. A Delphi consensus process identified challenges faced by women oncologists in Africa, and potential solutions. Following this, focus group discussions were held to discuss the results. Descriptive statistics were used to identify the most common challenges indicated by participants and thematic analysis was conducted on focus group transcripts.African women oncologists experienced challenges at individual, interpersonal, institutional and societal levels. The top-ranked challenge identified in the Delphi study was ‘pressure to maintain a work–family balance and meet social obligations’. Some of the challenges identified were similar to those in studies on women oncologists outside of Africa while others were unique to this African demographic. Solutions to improve the experience of women oncologists were identified and discussed, including greater work flexibility and mentorship opportunities.Women oncologists in Africa experience many of the challenges that have been previously identified by studies in other regions. These challenges and potential solutions exist at all levels of the social-ecological framework. Women oncologists must be empowered in number and leadership, and gender-sensitive curricula and competencies must be implemented. A systems-level dialogue could bring light to these challenges and foster tangible action and policy-level changes.
最近的研究发现了西方女肿瘤学家面临的挑战。然而,在非洲尚未开展类似的研究。本研究试图确定非洲女肿瘤学家面临的最常见和最重大的挑战,并找出潜在的解决方案。研究人员通过专业和个人网络招募了来自 20 个非洲国家的 29 名女肿瘤学家。通过德尔菲共识程序,确定了非洲女肿瘤学家面临的挑战和潜在的解决方案。随后,进行了焦点小组讨论,以讨论结果。通过描述性统计来确定参与者指出的最常见挑战,并对焦点小组讨论记录进行了主题分析。德尔菲研究发现,排名第一的挑战是 "保持工作与家庭平衡和履行社会义务的压力"。其中一些挑战与非洲以外地区女肿瘤学家面临的挑战相似,而另一些挑战则是这一非洲人口群体所独有的。研究人员提出并讨论了改善女肿瘤学家经历的解决方案,包括提高工作灵活性和提供导师机会。这些挑战和潜在的解决方案存在于社会生态框架的各个层面。必须增强女性肿瘤学家的数量和领导能力,必须实施对性别问题有敏感认识的课程和能力。系统层面的对话可以揭示这些挑战,促进实际行动和政策层面的变革。
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引用次数: 0
Embracing rapid learning in radiotherapy: feasible and acceptable with stakeholder corroboration 在放射治疗中开展快速学习:在利益相关者的支持下可行且可接受
Pub Date : 2024-03-01 DOI: 10.1136/bmjonc-2024-000327
C. Poole
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引用次数: 0
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BMJ Oncology
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